{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 读取wav并画出波形\n",
    "%matplotlib inline\n",
    "import librosa\n",
    "import librosa.display as ldspl\n",
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "sample_wav = r\"./014794.wav\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "16000\n"
     ]
    }
   ],
   "source": [
    "y, sr = librosa.load(sample_wav, sr=None)\n",
    "print(sr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 0., 0., 0.], dtype=float32)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# plt非必须设置\n",
    "plt.figure()\n",
    "plt.subplot(2,1,1)\n",
    "# 必须的命令\n",
    "ldspl.waveplot(y, sr=sr, x_axis=\"time\", alpha=0.5, color='r')\n",
    "plt.title(\"wav show\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x25418999c50>"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1008x360 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 画出频谱图, n_fft是采样率的一半，高了也没用，算的是假的。文档解释为FFT window size，指的是算出来的fft向量的大小。\n",
    "# 复习一下傅里叶级数的复数表示可以知道，N个点，用傅里叶级数来表示，是N+1个复数，成对的共轭\n",
    "# 所以，实数部分，除去相同的，是N/2个。因此，我们说，n_fft是采样率的一半。\n",
    "# win_lenght是分析窗长，ms为单位。hop_length就是帧移，ms为单位。那么，相邻帧之间有win_length-hop_lenght的长度是overlap的。\n",
    "stft_rst = librosa.stft(y, n_fft=8000, win_length=50, hop_length=25)\n",
    "plt.figure(figsize=(14,5))\n",
    "D = librosa.amplitude_to_db(np.abs(stft_rst), ref=np.max)\n",
    "ldspl.specshow(D, sr=sr, x_axis=\"time\", y_axis=\"hz\")\n",
    "plt.colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "43.276011144800265"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 在praat 计算频谱时，窗长的0.005，其实其window_size是0.05，即50ms。窗长决定的是带宽，-3db,的带宽对应的是260Hz，对应的窗长就是0.005。\n",
    "# 窄带语图对应的窗长是0.03，其实际window_size不清楚，其带宽是43Hz，窄了很多。这个带宽，指的是语图横线的宽度。\n",
    "# 我在上边尝试win_lenght设置为300，发现得到了窄带语图。看来，实际的分析窗长就是praat所设置的窗长的10倍\n",
    "import math\n",
    "# 该公式根据praat所设置的窗长来计算带宽\n",
    "win_length = 0.03\n",
    "band_width= 2*math.sqrt(6*math.log(2))/(math.pi*win_length)\n",
    "band_width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(128, 1535)"
      ]
     },
     "execution_count": 80,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Log-Mel Spectrogram特征是目前在语音识别和环境声音识别中很常用的一个特征，\n",
    "# 由于CNN在处理图像上展现了强大的能力，使得音频信号的频谱图特征的使用愈加广泛，\n",
    "# 甚至比MFCC使用的更多。在librosa中，Log-Mel Spectrogram特征的提取只需几行代码：\n",
    "mel_spec = librosa.feature.melspectrogram(y, sr, n_fft=8000, hop_length=400, win_length=800, n_mels=128)\n",
    "log_mel_spec = librosa.power_to_db(mel_spec)\n",
    "log_mel_spec.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 116,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 提取每帧的均方能量值并绘图\n",
    "rmse = librosa.feature.rms(y)\n",
    "S, phase = librosa.magphase(stft_rst)\n",
    "\n",
    "plt.figure()\n",
    "plt.subplot(2,1,1)\n",
    "plt.semilogy(rmse.T, label=\"RMS Energy\")\n",
    "plt.xticks([])\n",
    "plt.xlim([0, rmse.shape[-1]])\n",
    "plt.legend(loc=\"best\")\n",
    "plt.subplot(2,1,2)\n",
    "ldspl.specshow(librosa.amplitude_to_db(np.abs(stft_rst), ref=np.max), y_axis=\"log\", x_axis=\"time\")\n",
    "plt.title(\"log Power spectrum\")\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 109,
   "metadata": {},
   "outputs": [],
   "source": [
    "import soundfile as sf\n",
    "sf.write(\"sample_write.wav\", y, 16000, \"PCM_24\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 113,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(75, 1)\n"
     ]
    }
   ],
   "source": [
    "print(rmse.T.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 0., 0., 0.])"
      ]
     },
     "execution_count": 100,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dtype('float64')"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "module 'numpy' has no attribute 'float24'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-105-8d206df3dfba>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0my\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mdtype\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mfloat24\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m: module 'numpy' has no attribute 'float24'"
     ]
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 104,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0., 0., 0., ..., 0., 0., 0.], dtype=float16)"
      ]
     },
     "execution_count": 104,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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